--AI systems have found a wide range of real-world applications in recent years. The adoption of edge artificial intelligence, embedding AI directly into edge devices, is rapidly growing. Despite the implementation of guardrails and safety mechanisms, security vulnerabilities and challenges have become increasingly prevalent in this domain, posing a significant barrier to the practical deployment and safety of AI systems. This paper proposes an agentic AI safety architecture that leverages 3D to integrate a dedicated safety layer. It introduces an adaptive AI safety infrastructure capable of dynamically learning and mitigating attacks against the AI system. The system leverages the inherent advantages of co-location with the edge computing hardware to continuously monitor, detect and proactively mitigate threats to the AI system. The integration of local processing and learning capabilities enhances resilience against emerging network-based attacks while simultaneously improving system reliability, modularity, and performance, all with minimal cost and 3D integration overhead.

AI stocks may be excellent long-term investments. The global artificial intelligence industry is expected to grow from $59.7 billion in 2021 to $422.4 billion by 2028, according to Zion Market Research. Virtually every industry is being disrupted by AI, automation and robotics. Whether it be machine learning, smart applications and appliances, digital assistants or autonomous vehicles, companies that aren't investing in AI products and services risk becoming obsolete. Countless companies stand to benefit from AI, but a handful of stocks have AI and automation as a central part of their businesses.

These companies are leading the way in artificial intelligence. Artificial intelligence was once a far-off imagination of scientists and sci-fi enthusiasts. Now, the industry has a value just under $1 trillion and is projected to grow to $14 trillion by 2030, according to Ark Invest. That's because AI is more than just a supercomputer that can play chess and engage in small talk; companies are using AI to automate and streamline their business processes. For example, automated algorithms remove most of the posts that violate Facebook's community standards.

The AI industry has major growth ahead, analysts say. The global artificial intelligence industry is expected to grow to $554 billion in total revenue by 2024, according to market research firm IDC. That amounts to some serious growth for an industry that generated revenue of $51.5 billion in 2021, according to market researcher Gartner. Virtually every industry is being disrupted by AI, automation and robotics. Whether it be machine learning, smart applications and appliances, digital assistants or autonomous vehicles, companies that aren't investing in AI products and services risk becoming obsolete.

The US is the key market for artificial intelligence platforms market in North America. The US and Canada together hold approximately 26% of all global AI-related patent applications, while IBM has the largest share of AI-related patents, followed by Microsoft and Google. Market growth in this region will be slower than the growth of the market in APAC, Europe, and MEA. The need for automated machine-driven decisions will facilitate the artificial intelligence platform's market growth in North America over the forecast period. The artificial intelligence platforms market is set to grow by USD 17.29 billion at a CAGR of 35% from 2020 to 2025, according to the latest research report from Technavio.

AI stocks may be excellent long-term investments. The global artificial intelligence market is on track to hit more than $554 billion in total revenue by 2024, according to market researcher IDC. AI, automation and robotics are disrupting virtually every major industry. From machine learning to the "internet of things," autonomous vehicles, virtual assistants and smart home appliances, companies that aren't embracing AI and incorporating it into their business models risk going obsolete. Countless companies stand to benefit from AI, but a handful of companies have business models focused specifically on automation.

The artificial intelligence robots market size is set to grow by USD 13.32 billion from 2021 to 2026, according to Technavio. However, growth momentum is likely to decelerate at a CAGR of 27.49%. Some of the vendors for the artificial intelligence robots market include ABB Ltd., Alphabet Inc., HANSON ROBOTICS Ltd., Intel Corp., International Business Machines Corp., KUKA AG, Microsoft Corp., NVIDIA Corp., SoftBank Robotics Group Corp., and Xilinx Inc. The artificial intelligence robots market is fragmented, and the degree of fragmentation will decelerate during the forecast period. The factors such as the high adoption of private-use robots and support from Governments to develop modern technologies will offer immense growth opportunities.

LONDON--(BUSINESS WIRE)--Technavio has been monitoring the machine learning market and it is poised to grow by $ 11.16 bn during 2020-2024, progressing at a CAGR of about 39% during the forecast period. The report offers an up-to-date analysis regarding the current market scenario, latest trends and drivers, and the overall market environment. Technavio suggests three forecast scenarios (optimistic, probable, and pessimistic) considering the impact of COVID-19. The market is fragmented, and the degree of fragmentation will accelerate during the forecast period. Inc., SAP SE, and SAS Institute Inc. are some of the major market participants.

Technavio is a leading global technology research and advisory company. Their research and analysis focus on emerging market trends and provides actionable insights to help businesses identify market opportunities and develop effective strategies to optimize their market positions. With over 500 specialized analysts, Technavio's report library consists of more than 17,000 reports and counting, covering 800 technologies, spanning across 50 countries. Their client base consists of enterprises of all sizes, including more than 100 Fortune 500 companies. This growing client base relies on Technavio's comprehensive coverage, extensive research, and actionable market insights to identify opportunities in existing and potential markets and assess their competitive positions within changing market scenarios.

Gov. Andrew Cuomo recently revealed plans by IBM to invest $2 billion in its new artificial intelligence (AI) research hub that will be located at the Albany, New York-based SUNY Polytechnic Institute. The new artificial intelligence research hub or AI Hardware Center is expected to concentrate on computer chip research, creation, prototyping, carrying out tests and simulation. Governor Andrew Cuomo claimed that the new center would help in attracting new entities in the federal research and artificial intelligence field as well as create numerous jobs. "Artificial intelligence has the potential to transform how we live and how businesses operate, and this partnership with IBM will help ensure New York continues to be on the cutting edge developing innovative technologies," Cuomo said in a statement. IBM also intends to extend and expand its collaboration with SUNY's Center for Semiconductor Research by a minimum of two years and possibly through 2028.